G3 Bias Context.
To assess the reliability of a bias indication for a specific label, domain experts have to look into the mathematical credibility of the observed metric [1]}.
Additionally, as mentioned earlier, marking exposed bias as problematic is a subjective decision [2]}, [3]}, [4]}.
To assess whether detected bias actually poses a problem, domain experts have to be able to relate the value to the label it was calculated for.
Then, they have to bring the biased label and metric it is biased towards back into the application context to make a decision.
